Doubly functional graphical models in high dimensions

A nonparametric graphical model for functional data with application to brain networks based on fMRI

(2017) Bing Li et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Functional Graphical Models

(2017) Xinghao Qiao et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

From sparse to dense functional data and beyond

(2016) Xiaoke Zhang et al.   ANNALS OF STATISTICS

Dynamic Covariance Models

(2016) Ziqi Chen et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Joint estimation of multiple graphical models from high dimensional time series

(2015) Huitong Qiu et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Cross-Covariance Functions for Multivariate Geostatistics

(2015) Marc G. Genton et al.   STATISTICAL SCIENCE

Exploring the network dynamics underlying brain activity during rest

(2014) Joana Cabral et al.   PROGRESS IN NEUROBIOLOGY

Modeling Complex Spatial Dependencies: Low-Rank Spatially Varying Cross-Covariances With Application to Soil Nutrient Data

(2013) Rajarshi Guhaniyogi et al.   JOURNAL OF AGRICULTURAL BIOLOGICAL AND ENVIRONMENTAL STATISTICS

The joint graphical lasso for inverse covariance estimation across multiple classes

(2013) Patrick Danaher et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Joint conditional Gaussian graphical models with multiple sources of genomic data

(2013) Hyonho Chun et al.   Frontiers in Genetics

New Insights and Faster Computations for the Graphical Lasso

(2011) Daniela M. Witten et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

A Constrainedℓ1Minimization Approach to Sparse Precision Matrix Estimation

(2011) Tony Cai et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

High-dimensional covariance estimation by minimizing ℓ1-penalized log-determinant divergence

(2011) Pradeep Ravikumar et al.   Electronic Journal of Statistics

Time varying undirected graphs

(2010) Shuheng Zhou et al.   MACHINE LEARNING

Covariance regularization by thresholding

(2009) Peter J. Bickel et al.   ANNALS OF STATISTICS